In vivo, Pn@Janus TPP implantation markedly enhanced alveolar bone regeneration in a diabetic rat periodontitis model, restored periodontal architecture, and reduced the expression of key pro-inflammatory cytokines (IL-6, TNF-α, iNOS, IL-1β), without inducing systemic toxicity. Here, IL1B is linked to periodontitis.